Spaces:
Sleeping
Sleeping
ChaitanyaRasane commited on
Commit ·
c5b1020
1
Parent(s): 7e8d400
feat: add inference.py for OpenEnv compliance
Browse files- inference.py +55 -0
inference.py
ADDED
|
@@ -0,0 +1,55 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import os
|
| 2 |
+
import json
|
| 3 |
+
from env import UIEnv, Observation, Action
|
| 4 |
+
from baseline import agent_policy
|
| 5 |
+
from openai import OpenAI
|
| 6 |
+
|
| 7 |
+
def run_inference(task_id="easy"):
|
| 8 |
+
"""
|
| 9 |
+
Standard OpenEnv inference entry point.
|
| 10 |
+
"""
|
| 11 |
+
# 1. Setup Environment
|
| 12 |
+
env = UIEnv(seed=42, task=task_id)
|
| 13 |
+
obs = env.reset()
|
| 14 |
+
|
| 15 |
+
# 2. Setup Client (OpenAI or HF Router)
|
| 16 |
+
openai_key = os.getenv("OPENAI_API_KEY")
|
| 17 |
+
hf_token = os.getenv("HF_TOKEN")
|
| 18 |
+
|
| 19 |
+
if openai_key:
|
| 20 |
+
client = OpenAI(api_key=openai_key)
|
| 21 |
+
model_name = os.getenv("OPENAI_MODEL", "gpt-4o-mini")
|
| 22 |
+
elif hf_token:
|
| 23 |
+
client = OpenAI(
|
| 24 |
+
base_url="https://router.huggingface.co/v1",
|
| 25 |
+
api_key=hf_token
|
| 26 |
+
)
|
| 27 |
+
model_name = "katanemo/Arch-Router-1.5B"
|
| 28 |
+
else:
|
| 29 |
+
# Fallback to no-client (heuristic only)
|
| 30 |
+
client = None
|
| 31 |
+
model_name = None
|
| 32 |
+
|
| 33 |
+
# 3. Perform Inference Step
|
| 34 |
+
if client:
|
| 35 |
+
action = agent_policy(client, obs, model_name)
|
| 36 |
+
else:
|
| 37 |
+
# Fallback to heuristic if no API key is provided
|
| 38 |
+
from baseline import heuristic_policy
|
| 39 |
+
action = heuristic_policy(obs)
|
| 40 |
+
|
| 41 |
+
# 4. Step Environment
|
| 42 |
+
new_obs, reward, done, info = env.step(action)
|
| 43 |
+
|
| 44 |
+
result = {
|
| 45 |
+
"action": action.type,
|
| 46 |
+
"reward": reward,
|
| 47 |
+
"done": done,
|
| 48 |
+
"outcome": info.get("outcome")
|
| 49 |
+
}
|
| 50 |
+
|
| 51 |
+
print(json.dumps(result, indent=2))
|
| 52 |
+
return result
|
| 53 |
+
|
| 54 |
+
if __name__ == "__main__":
|
| 55 |
+
run_inference()
|